Question 1

How do I make a vibe-coded app production ready?

Accepted Answer

Start with an audit of the AI-generated code across security, architecture, scalability and test coverage, then re-engineer only the parts that carry the load. A full rewrite from scratch is rarely the right answer, because the product knowledge is in the code you already shipped.

Question 2

My AI-built app breaks every time I fix something. What should I do?

Accepted Answer

That is the re-prompt spiral. Each fix is generated without the context that caused the bug, so the codebase gets harder to reason about with every attempt and the next bug is harder to find. It is the point at which the work needs engineers who can read the whole system rather than another prompt.

Question 3

Do I need an audit of AI-generated code?

Accepted Answer

If it is in production with real users or real data, yes. The recurring findings are missing access controls, exposed keys, absent error handling, and queries that were fast on launch day and are not at ten thousand rows.

Question 4

Can one firm do both the software build and the compliance work?

Accepted Answer

That is how Sanimara is built. The people who write the report are the people who fix what it found, so there is no handoff between the audit and the remediation, and no second vendor to brief.

Question 5

What does the EU AI Act mean for my product?

Accepted Answer

The obligations most organisations are working towards cover high-risk systems, and a realistic programme runs to a couple of months of AI inventory, risk assessment, technical documentation and oversight. Sanimara scopes that against the current timetable as part of an Assure engagement.

Question 6

Do you work outside the United Kingdom?

Accepted Answer

Yes. Sanimara Ltd is UK-based, in Chatham, Kent, and delivers across the United Kingdom and the European Union.